Article 61 requires active performance monitoring throughout an AI system's lifetime. VDF AI Compliance compares live metrics to deployment baselines and triggers alerts, fallback routing, and incident drafts on breach.
Models trained on 2023 data degrade on 2026 data as distributions shift. Only 11% of job postings mention post-market monitoring — yet Article 61 is mandatory for all high-risk systems. Compliance does not end at deployment.
Baseline fairness and performance metrics from deployment are stored as the reference. After each production batch, current outputs are re-evaluated. If metrics breach configured thresholds, the system routes to a fallback model, drafts an Article 72 serious incident report, and notifies the compliance officer.
Records fairness and performance metrics at deployment as the reference point.
Re-runs the same criteria against live model outputs on a defined schedule.
Compares current metrics to baseline and applies configurable thresholds.
Triggers fallback routing, incident report drafts, and officer notification.
Covers EU AI Act Art. 61, Art. 72, ISO 42001 Clause 9, and NIST AI RMF MANAGE 4.1 with longitudinal metric storage.
AI bias is the obligation companies understand least and fear most. VDF AI Compliance produces Fairness Audit Reports with severity scores, affected characteristics, and remediation plans.
Read Use CaseMisclassification exposes organisations to fines up to €35M or 7% of global revenue. VDF AI Compliance delivers regulation-grounded risk tier decisions with audit-ready rationale.
Read Use CaseAI compliance monitoring continuously checks documentation, change trails, and evidence gaps before audit time. VDF AI Networks helps regulated teams maintain readiness with traceable summaries and alerts.
Read Use CaseContinuous post-deployment monitoring that tracks fairness and performance against baselines, alerts on degradation, and prepares serious incident documentation.
Yes — Article 61 requires providers of high-risk systems to establish post-market monitoring throughout the operational lifetime.
Configurable responses include alerts, automatic fallback to an approved model, and draft Article 72 serious incident reports for compliance review.
Fairness audits establish the baseline metrics that drift monitoring tracks over time.
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